CBS, NLSS, NT network data

Cleaning, standardization, encoding

Patterns, correlations, visualizations

Derived metrics, transformation of variables

XGBoost Random Forest

Model Evaluation

RMSE, MAE, R2 feature importance

Ward-level FTTH demand forecasts

Heatmaps, charts, and rollout prioritization

Population density

Income

Education index

Age distribution

Ports available

Ports utilized

Subscriber growth